Sriniwas Paliwal
Co-Founder & Instructor, The ML Hub
Sriniwas Paliwal is the co-founder of The ML Hub. He secured AIR 90 in GATE CS 2019 and completed his M.Tech from IIT Bombay, specializing in Neural Networks. Currently a Senior Software Engineer at Enphase Energy, he teaches Calculus & Optimization and Artificial Intelligence in The ML Hub's GATE DA course and writes most of the preparation guides on this blog.
Articles by Sriniwas Paliwal
GATE DA Syllabus 2027: Official Topics, Weightage & Prep Plan
Complete GATE DA syllabus 2027 with official topics, subject-wise weightage, exam pattern, and a structured preparation plan. Covers ML, Python, Probability & more.
What is GATE DA? Full Form, Pattern & Scope
GATE DA full form: Data Science & Artificial Intelligence. Exam pattern (65 Qs, 100 marks), eligibility, negative marking, syllabus & career scope explained.
GATE 2027 Eligibility: Age Limit & Attempts
GATE 2027 eligibility explained: no age limit, unlimited attempts, no minimum percentage. Eligible degrees, 3rd-year rule, documents & GATE DA eligibility.
Best Online Courses for Data Science, Machine Learning & GATE DA in 2027
How to pick the best online course for data science, ML or GATE DA 2027: curriculum depth, test series, mentorship — and when free courses are enough.
Artificial Intelligence GATE DA 2027: Syllabus & Books
AI for GATE DA 2027: search (BFS/DFS/A*), propositional & first-order logic, Bayesian nets — Russell & Norvig + Rosen logic plan.
Calculus & Optimization GATE DA: 2027 Prep Plan
Calculus & optimization for GATE DA 2027: short syllabus, single-variable focus, Taylor series, maxima-minima — high-accuracy prep.
DBMS & Warehousing GATE DA 2027: Syllabus, Books, PYQs
DBMS & data warehousing for GATE DA 2027: ER, SQL, normal forms, OLAP, star schema — Korth + curated warehousing strategy.
GATE DA Books 2027: Subject-Wise Topper Picks & What to Skip
Find the best GATE DA 2027 books by subject: Ross, Strang, CLRS, Korth, Géron, Russell & Norvig, plus what to skip and how toppers used them.
Linear Algebra GATE DA: Syllabus, Books, PYQs 2027
Linear algebra for GATE DA 2027: matrices, eigenvalues, SVD, projections, quadratic forms — Strang-based plan, PYQs & mistakes.
Machine Learning GATE DA 2027: Syllabus, Books & PYQs
Machine learning for GATE DA 2027: supervised, unsupervised, neural nets, bias-variance — Hands-On ML plan + model-comparison tables.
Probability & Stats GATE DA 2027: Syllabus, PYQs, Books
GATE DA probability & statistics 2027: official syllabus, Bayes, distributions, z/t/chi-square tests, Sheldon Ross prep plan & PYQs.
Python & DSA GATE DA 2027: PYQs, Books, What to Skip
Python & DSA for GATE DA 2027: output-prediction style, sorting, graphs, hash tables — what to study, what to skip (e.g. DP).
Gate Exam: Complete Guide to Eligibility, Syllabus, and Preparation for 2027
Everything you need to know about the Gate Exam — eligibility, syllabus, Gate DA vs CS, exam dates, and a step-by-step preparation strategy for 2027.
The Complete Guide to GATE DA Course: Syllabus, Fees & How to Choose the Best One
Find the best gate da course for 2027 with full syllabus coverage, fee comparison, and expert tips to crack GATE Data Science & AI with a high score.
M.Tech in Data Science: Programs & Eligibility
Top M.Tech Data Science programs at IITs, GATE DA eligibility, syllabus, fees and career scope — how to pick the right program for GATE DA 2027 aspirants.
Data Science Career Path in 2026: Opportunities, Skills and Salaries
A Data Science Career in 2026 offers strong growth, competitive salaries, and diverse roles. Learn key skills, pathways, and how GATE DA opens top opportunities.
Machine Learning Projects for 2026: Build Your Portfolio
Discover the best Machine Learning Projects for 2026 to build a strong AI/ML portfolio, improve GATE DA preparation, and accelerate your data science career.
GATE DA Test Series: Why It Matters, What to Look For & How to Use It
How to choose a good GATE DA test series, how many mocks you need (60-70+), 5-step post-mock analysis framework, and a 45-day mock schedule. Includes a 10-point evaluation checklist.
GATE DA Marks vs Score: How GATE Scoring & Normalization Works
GATE DA marks vs score explained: official normalization formula, worked examples with real 2026 data (topper: 90 marks = 1000 score, qualifying: 26.4), category-wise cutoffs, and what GATE score you need for IIT/NIT M.Tech admission.
GATE DA Preparation for Working Professionals: A Practical Guide
How to prepare for GATE DA while working full-time: 12-month plan (2–3 hrs/day), subject prioritization for max marks in limited time, realistic score targets (40–60 marks achievable), and why you probably don't need to quit your job.
GATE Preparation for Working Professionals: Complete Strategy Guide
How to prepare for GATE while working full-time: realistic study plans (2–3 hrs/day), should-you-quit analysis, time management strategies, and which GATE papers suit working professionals best.
GATE 2027 Official Website Launched: Registration Dates, Exam Dates and Latest Updates
GATE 2027 official website is gate2027.iitm.ac.in (IIT Madras). Registration opens 14 Aug 2026. Exam dates: 6–21 Feb 2027. Complete dates, fees, 30 papers, and GOAPS guide.
GATE 2027 Revised Syllabus: Branch-Wise Changes, New RA Paper and PDF Links
GATE 2027 syllabus revised by IIT Madras. New Robotics & Automation paper, TF merged into XE, updated section codes. Branch-wise PDF links for all 30 papers.
GATE 2027 Two-Paper Combination List: Which Two Papers Should You Choose?
Complete GATE 2027 two-paper combination table from IIT Madras. DA can pair with CS, EC, EE, MA, ME, PH, RA, ST, XE. Rules, fees, overlap analysis and best combinations.
GATE CSE Syllabus 2027: Subject-Wise Topics & PDF
Download the official GATE CSE syllabus 2027 PDF. Check revised subject-wise topics, exam pattern, key changes, dates, and preparation tips.
GATE DA 2027 Syllabus Changes: What Changed vs 2026? Official Comparison
Is the GATE DA syllabus changed for 2027? No — the GATE DA 2027 syllabus is identical to 2026. Official comparison of all 7 subjects, exam pattern, and what's new.
GATE 2027 Application Fees: Category-wise Fee Structure, Deadlines and Refund Policy
GATE 2027 application fees: ₹1,000 for female/SC/ST/PwD and ₹2,000 for General/OBC-NCL/EWS per paper. Late fee ₹500 extra. Regular deadline 21 Sep 2026. Payment methods and refund policy explained.
GATE 2027 Application Form: Dates, Fee, Eligibility & GOAPS Steps
Complete guide to GATE 2027 application form: registration opens 14 Aug 2026, regular deadline 21 Sep 2026. Fee ₹1,000/₹2,000, eligibility, documents & GOAPS step-by-step process.
GATE 2027 Documents Required: Complete Checklist for Registration
Complete list of GATE 2027 documents required: photo specs (80% face, 10–200 KB), signature, Aadhaar/ID proof, degree certificate, and category certificates. Upload checklist and common rejection mistakes.
GATE 2027 Exam Pattern: Questions, Marks, Sections and Marking Scheme for CS and DA
GATE 2027 exam pattern: 65 questions, 100 marks, 3 hours. MCQ, MSQ and NAT question types. Section-wise breakdown for GATE CS and GATE DA papers, marking scheme, negative marking rules, and syllabus changes.
GATE CSE Marks vs Rank: 2025 Data Tables, Score Formula and IIT/NIT Cutoffs
GATE CSE marks vs rank explained with 2024–2025 data: 85+ marks = top 10, 75+ = rank under 200. Includes GATE score normalization formula, IIT and NIT cutoff targets, and PSU score thresholds.
General Aptitude for GATE 2027: Complete Syllabus, Preparation Strategy & Tips
Complete guide to GATE General Aptitude 2027 covering syllabus, exam pattern, preparation strategy, and expert tips. Common for all GATE papers. Score 12+ marks with our proven approach.
GATE 2027 Important Dates: Registration, Exam Schedule & Result Timeline
Complete GATE 2027 important dates: registration opens 14 August 2026, exam on 6–21 February 2027, results 19 March 2027. Official schedule by IIT Madras with deadlines and tips.
GATE CSE Cutoff 2026: Analysis & Prediction for Top Institutes
Understand GATE CSE cutoff trends with verified data (2020–2026), IIT & NIT admission scores, and realistic 2027 predictions to plan your preparation strategy effectively.
GATE CSE Subject Wise Weightage 2027: Master Your Preparation Strategy
Understand GATE CSE subject wise weightage with verified historical trends (2020–2024), mark distribution tables, effort-to-marks analysis, and a smart prep strategy for GATE CS 2027 success.